Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 2524 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 419.5 KiB |
| Average record size in memory | 170.2 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 6 |
| DateTime | 1 |
| Boolean | 2 |
country has constant value "Australia" | Constant |
job_title has a high cardinality: 195 distinct values | High cardinality |
postcode is highly overall correlated with property_valuation and 1 other fields | High correlation |
property_valuation is highly overall correlated with postcode | High correlation |
list_price is highly overall correlated with standard_cost | High correlation |
standard_cost is highly overall correlated with list_price | High correlation |
state is highly overall correlated with postcode | High correlation |
deceased_indicator is highly imbalanced (99.5%) | Imbalance |
customer_id has unique values | Unique |
past_3_years_bike_related_purchases has 27 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-12 14:02:38.900613 |
|---|---|
| Analysis finished | 2023-06-12 14:03:02.710659 |
| Duration | 23.81 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 2524 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1731.2254 |
| Minimum | 1 |
|---|---|
| Maximum | 3497 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 173.15 |
| Q1 | 848.75 |
| median | 1726.5 |
| Q3 | 2600.25 |
| 95-th percentile | 3314.4 |
| Maximum | 3497 |
| Range | 3496 |
| Interquartile range (IQR) | 1751.5 |
Descriptive statistics
| Standard deviation | 1009.0326 |
|---|---|
| Coefficient of variation (CV) | 0.58284296 |
| Kurtosis | -1.1957022 |
| Mean | 1731.2254 |
| Median Absolute Deviation (MAD) | 876 |
| Skewness | 0.013907781 |
| Sum | 4369613 |
| Variance | 1018146.7 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2315 | 1 | < 0.1% |
| 2307 | 1 | < 0.1% |
| 2308 | 1 | < 0.1% |
| 2309 | 1 | < 0.1% |
| 2311 | 1 | < 0.1% |
| 2312 | 1 | < 0.1% |
| 2313 | 1 | < 0.1% |
| 2314 | 1 | < 0.1% |
| 2316 | 1 | < 0.1% |
| Other values (2514) | 2514 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 9 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 21 | 1 |
| Value | Count | Frequency (%) |
| 3497 | 1 | |
| 3496 | 1 | |
| 3495 | 1 | |
| 3494 | 1 | |
| 3493 | 1 | |
| 3492 | 1 | |
| 3491 | 1 | |
| 3490 | 1 | |
| 3489 | 1 | |
| 3488 | 1 |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.4 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0190174 |
| Min length | 4 |
Characters and Unicode
| Total characters | 12668 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 1286 | |
| Male | 1238 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 1286 | |
| male | 1238 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3810 | |
| a | 2524 | |
| l | 2524 | |
| F | 1286 | 10.2% |
| m | 1286 | 10.2% |
| M | 1238 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10144 | |
| Uppercase Letter | 2524 | 19.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3810 | |
| a | 2524 | |
| l | 2524 | |
| m | 1286 | 12.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 1286 | |
| M | 1238 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12668 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3810 | |
| a | 2524 | |
| l | 2524 | |
| F | 1286 | 10.2% |
| m | 1286 | 10.2% |
| M | 1238 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12668 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3810 | |
| a | 2524 | |
| l | 2524 | |
| F | 1286 | 10.2% |
| m | 1286 | 10.2% |
| M | 1238 | 9.8% |
past_3_years_bike_related_purchases
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.40729 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 27 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 25 |
| median | 48 |
| Q3 | 73 |
| 95-th percentile | 95 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 28.607678 |
|---|---|
| Coefficient of variation (CV) | 0.57901735 |
| Kurtosis | -1.1593779 |
| Mean | 49.40729 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 0.032630199 |
| Sum | 124704 |
| Variance | 818.39925 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 37 | 1.5% |
| 67 | 37 | 1.5% |
| 48 | 35 | 1.4% |
| 98 | 33 | 1.3% |
| 35 | 33 | 1.3% |
| 97 | 33 | 1.3% |
| 80 | 33 | 1.3% |
| 33 | 33 | 1.3% |
| 53 | 33 | 1.3% |
| 30 | 32 | 1.3% |
| Other values (90) | 2185 |
| Value | Count | Frequency (%) |
| 0 | 27 | |
| 1 | 16 | |
| 2 | 37 | |
| 3 | 17 | |
| 4 | 24 | |
| 5 | 20 | |
| 6 | 29 | |
| 7 | 26 | |
| 8 | 15 | |
| 9 | 23 |
| Value | Count | Frequency (%) |
| 99 | 26 | |
| 98 | 33 | |
| 97 | 33 | |
| 96 | 31 | |
| 95 | 19 | |
| 94 | 29 | |
| 93 | 29 | |
| 92 | 14 | |
| 91 | 21 | |
| 90 | 21 |
DOB
Date
| Distinct | 2323 |
|---|---|
| Distinct (%) | 92.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.4 KiB |
| Minimum | 1931-10-23 00:00:00 |
|---|---|
| Maximum | 2002-03-11 00:00:00 |
age
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.078447 |
| Minimum | 21 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.4 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 36 |
| median | 45 |
| Q3 | 54 |
| 95-th percentile | 66 |
| Maximum | 91 |
| Range | 70 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 12.498251 |
|---|---|
| Coefficient of variation (CV) | 0.27725559 |
| Kurtosis | -0.72416444 |
| Mean | 45.078447 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.032449955 |
| Sum | 113778 |
| Variance | 156.20629 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 157 | 6.2% |
| 46 | 117 | 4.6% |
| 44 | 109 | 4.3% |
| 49 | 98 | 3.9% |
| 48 | 96 | 3.8% |
| 42 | 76 | 3.0% |
| 47 | 74 | 2.9% |
| 37 | 73 | 2.9% |
| 43 | 73 | 2.9% |
| 35 | 56 | 2.2% |
| Other values (42) | 1595 |
| Value | Count | Frequency (%) |
| 21 | 16 | 0.6% |
| 22 | 24 | |
| 23 | 36 | |
| 24 | 54 | |
| 25 | 51 | |
| 26 | 40 | |
| 27 | 47 | |
| 28 | 52 | |
| 29 | 43 | |
| 30 | 50 |
| Value | Count | Frequency (%) |
| 91 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| 79 | 2 | 0.1% |
| 69 | 32 | |
| 68 | 33 | |
| 67 | 38 | |
| 66 | 36 | |
| 65 | 35 | |
| 64 | 48 | |
| 63 | 46 |
job_title
Categorical
| Distinct | 195 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.4 KiB |
| Social Worker | 36 |
|---|---|
| Chemical Engineer | 34 |
| Registered Nurse | 32 |
| Nuclear Power Engineer | 32 |
| Assistant Media Planner | 32 |
| Other values (190) |
Length
| Max length | 36 |
|---|---|
| Median length | 25 |
| Mean length | 18.076862 |
| Min length | 5 |
Characters and Unicode
| Total characters | 45626 |
|---|---|
| Distinct characters | 47 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Executive Secretary |
|---|---|
| 2nd row | Administrative Officer |
| 3rd row | Business Systems Development Analyst |
| 4th row | Nuclear Power Engineer |
| 5th row | Developer I |
Common Values
| Value | Count | Frequency (%) |
| Social Worker | 36 | 1.4% |
| Chemical Engineer | 34 | 1.3% |
| Registered Nurse | 32 | 1.3% |
| Nuclear Power Engineer | 32 | 1.3% |
| Assistant Media Planner | 32 | 1.3% |
| Internal Auditor | 31 | 1.2% |
| Dental Hygienist | 31 | 1.2% |
| Legal Assistant | 30 | 1.2% |
| Research Nurse | 30 | 1.2% |
| Desktop Support Technician | 29 | 1.1% |
| Other values (185) | 2207 |
Length
| Value | Count | Frequency (%) |
| engineer | 364 | 6.2% |
| assistant | 238 | 4.1% |
| analyst | 190 | 3.2% |
| manager | 189 | 3.2% |
| iv | 150 | 2.6% |
| i | 148 | 2.5% |
| iii | 142 | 2.4% |
| ii | 133 | 2.3% |
| senior | 126 | 2.1% |
| systems | 121 | 2.1% |
| Other values (117) | 4073 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4469 | 9.8% |
| n | 3500 | 7.7% |
| t | 3481 | 7.6% |
| a | 3425 | 7.5% |
| i | 3358 | 7.4% |
| 3350 | 7.3% | |
| r | 2963 | 6.5% |
| s | 2769 | 6.1% |
| o | 2098 | 4.6% |
| c | 2018 | 4.4% |
| Other values (37) | 14195 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 35692 | |
| Uppercase Letter | 6562 | 14.4% |
| Space Separator | 3350 | 7.3% |
| Other Punctuation | 22 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4469 | |
| n | 3500 | |
| t | 3481 | |
| a | 3425 | |
| i | 3358 | |
| r | 2963 | |
| s | 2769 | |
| o | 2098 | 5.9% |
| c | 2018 | 5.7% |
| l | 1467 | 4.1% |
| Other values (14) | 6144 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 1060 | |
| A | 1017 | |
| S | 789 | |
| E | 528 | |
| P | 492 | |
| C | 393 | 6.0% |
| D | 336 | 5.1% |
| M | 310 | 4.7% |
| V | 263 | 4.0% |
| T | 238 | 3.6% |
| Other values (11) | 1136 |
Space Separator
| Value | Count | Frequency (%) |
| 3350 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 22 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 42254 | |
| Common | 3372 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4469 | 10.6% |
| n | 3500 | 8.3% |
| t | 3481 | 8.2% |
| a | 3425 | 8.1% |
| i | 3358 | 7.9% |
| r | 2963 | 7.0% |
| s | 2769 | 6.6% |
| o | 2098 | 5.0% |
| c | 2018 | 4.8% |
| l | 1467 | 3.5% |
| Other values (35) | 12706 |
Common
| Value | Count | Frequency (%) |
| 3350 | ||
| / | 22 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45626 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 4469 | 9.8% |
| n | 3500 | 7.7% |
| t | 3481 | 7.6% |
| a | 3425 | 7.5% |
| i | 3358 | 7.4% |
| 3350 | 7.3% | |
| r | 2963 | 6.5% |
| s | 2769 | 6.1% |
| o | 2098 | 4.6% |
| c | 2018 | 4.4% |
| Other values (37) | 14195 |
job_industry_category
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.4 KiB |
| Manufacturing | |
|---|---|
| Financial Services | |
| Health | |
| Retail | |
| Property | |
| Other values (4) |
Length
| Max length | 18 |
|---|---|
| Median length | 13 |
| Mean length | 11.317353 |
| Min length | 2 |
Characters and Unicode
| Total characters | 28565 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Health |
|---|---|
| 2nd row | Financial Services |
| 3rd row | Argiculture |
| 4th row | Manufacturing |
| 5th row | Financial Services |
Common Values
| Value | Count | Frequency (%) |
| Manufacturing | 615 | |
| Financial Services | 607 | |
| Health | 480 | |
| Retail | 260 | |
| Property | 202 | 8.0% |
| Entertainment | 111 | 4.4% |
| IT | 108 | 4.3% |
| Argiculture | 87 | 3.4% |
| Telecommunications | 54 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| manufacturing | 615 | |
| financial | 607 | |
| services | 607 | |
| health | 480 | |
| retail | 260 | |
| property | 202 | 6.5% |
| entertainment | 111 | 3.5% |
| it | 108 | 3.4% |
| argiculture | 87 | 2.8% |
| telecommunications | 54 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 3349 | |
| i | 3002 | |
| n | 2885 | |
| e | 2573 | 9.0% |
| t | 2031 | 7.1% |
| c | 2024 | 7.1% |
| r | 1911 | 6.7% |
| l | 1488 | 5.2% |
| u | 1458 | 5.1% |
| g | 702 | 2.5% |
| Other values (19) | 7142 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 24719 | |
| Uppercase Letter | 3239 | 11.3% |
| Space Separator | 607 | 2.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 3349 | |
| i | 3002 | |
| n | 2885 | |
| e | 2573 | |
| t | 2031 | |
| c | 2024 | |
| r | 1911 | |
| l | 1488 | |
| u | 1458 | |
| g | 702 | 2.8% |
| Other values (8) | 3296 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 615 | |
| F | 607 | |
| S | 607 | |
| H | 480 | |
| R | 260 | |
| P | 202 | 6.2% |
| T | 162 | 5.0% |
| E | 111 | 3.4% |
| I | 108 | 3.3% |
| A | 87 | 2.7% |
Space Separator
| Value | Count | Frequency (%) |
| 607 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 27958 | |
| Common | 607 | 2.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 3349 | |
| i | 3002 | |
| n | 2885 | |
| e | 2573 | 9.2% |
| t | 2031 | 7.3% |
| c | 2024 | 7.2% |
| r | 1911 | 6.8% |
| l | 1488 | 5.3% |
| u | 1458 | 5.2% |
| g | 702 | 2.5% |
| Other values (18) | 6535 |
Common
| Value | Count | Frequency (%) |
| 607 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 28565 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 3349 | |
| i | 3002 | |
| n | 2885 | |
| e | 2573 | 9.0% |
| t | 2031 | 7.1% |
| c | 2024 | 7.1% |
| r | 1911 | 6.7% |
| l | 1488 | 5.2% |
| u | 1458 | 5.1% |
| g | 702 | 2.5% |
| Other values (19) | 7142 |
wealth_segment
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.4 KiB |
| Mass Customer | |
|---|---|
| High Net Worth | |
| Affluent Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.248019 |
| Min length | 13 |
Characters and Unicode
| Total characters | 35962 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mass Customer |
|---|---|
| 2nd row | Mass Customer |
| 3rd row | Affluent Customer |
| 4th row | Mass Customer |
| 5th row | High Net Worth |
Common Values
| Value | Count | Frequency (%) |
| Mass Customer | 1249 | |
| High Net Worth | 650 | |
| Affluent Customer | 625 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 1874 | |
| mass | 1249 | |
| high | 650 | 11.4% |
| net | 650 | 11.4% |
| worth | 650 | 11.4% |
| affluent | 625 | 11.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 4372 | |
| t | 3799 | |
| 3174 | 8.8% | |
| e | 3149 | 8.8% |
| r | 2524 | 7.0% |
| o | 2524 | 7.0% |
| u | 2499 | 6.9% |
| C | 1874 | 5.2% |
| m | 1874 | 5.2% |
| h | 1300 | 3.6% |
| Other values (11) | 8873 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 27090 | |
| Uppercase Letter | 5698 | 15.8% |
| Space Separator | 3174 | 8.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 4372 | |
| t | 3799 | |
| e | 3149 | |
| r | 2524 | |
| o | 2524 | |
| u | 2499 | |
| m | 1874 | |
| h | 1300 | 4.8% |
| f | 1250 | 4.6% |
| a | 1249 | 4.6% |
| Other values (4) | 2550 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 1874 | |
| M | 1249 | |
| H | 650 | 11.4% |
| N | 650 | 11.4% |
| W | 650 | 11.4% |
| A | 625 | 11.0% |
Space Separator
| Value | Count | Frequency (%) |
| 3174 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 32788 | |
| Common | 3174 | 8.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 4372 | |
| t | 3799 | |
| e | 3149 | |
| r | 2524 | 7.7% |
| o | 2524 | 7.7% |
| u | 2499 | 7.6% |
| C | 1874 | 5.7% |
| m | 1874 | 5.7% |
| h | 1300 | 4.0% |
| f | 1250 | 3.8% |
| Other values (10) | 7623 |
Common
| Value | Count | Frequency (%) |
| 3174 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35962 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 4372 | |
| t | 3799 | |
| 3174 | 8.8% | |
| e | 3149 | 8.8% |
| r | 2524 | 7.0% |
| o | 2524 | 7.0% |
| u | 2499 | 6.9% |
| C | 1874 | 5.2% |
| m | 1874 | 5.2% |
| h | 1300 | 3.6% |
| Other values (11) | 8873 |
deceased_indicator
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.2 KiB |
| False | |
|---|---|
| True | 1 |
| Value | Count | Frequency (%) |
| False | 2523 | |
| True | 1 | < 0.1% |
owns_car
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 1288 | |
| False | 1236 |
tenure
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.719097 |
| Minimum | 1 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 22 |
| Range | 21 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.6811096 |
|---|---|
| Coefficient of variation (CV) | 0.52999891 |
| Kurtosis | -1.04804 |
| Mean | 10.719097 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.049897068 |
| Sum | 27055 |
| Variance | 32.275006 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 146 | 5.8% |
| 16 | 145 | 5.7% |
| 11 | 142 | 5.6% |
| 12 | 142 | 5.6% |
| 8 | 141 | 5.6% |
| 5 | 139 | 5.5% |
| 14 | 136 | 5.4% |
| 18 | 132 | 5.2% |
| 9 | 132 | 5.2% |
| 10 | 131 | 5.2% |
| Other values (12) | 1138 |
| Value | Count | Frequency (%) |
| 1 | 111 | |
| 2 | 95 | |
| 3 | 106 | |
| 4 | 118 | |
| 5 | 139 | |
| 6 | 119 | |
| 7 | 146 | |
| 8 | 141 | |
| 9 | 132 | |
| 10 | 131 |
| Value | Count | Frequency (%) |
| 22 | 38 | 1.5% |
| 21 | 38 | 1.5% |
| 20 | 64 | |
| 19 | 106 | |
| 18 | 132 | |
| 17 | 113 | |
| 16 | 145 | |
| 15 | 101 | |
| 14 | 136 | |
| 13 | 129 |
postcode
Real number (ℝ)
| Distinct | 762 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2993.8879 |
| Minimum | 2000 |
|---|---|
| Maximum | 4883 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.4 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2049 |
| Q1 | 2196.75 |
| median | 2767 |
| Q3 | 3787.25 |
| 95-th percentile | 4551 |
| Maximum | 4883 |
| Range | 2883 |
| Interquartile range (IQR) | 1590.5 |
Descriptive statistics
| Standard deviation | 857.19613 |
|---|---|
| Coefficient of variation (CV) | 0.28631538 |
| Kurtosis | -0.95621377 |
| Mean | 2993.8879 |
| Median Absolute Deviation (MAD) | 601 |
| Skewness | 0.61140107 |
| Sum | 7556573 |
| Variance | 734785.21 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2155 | 20 | 0.8% |
| 2170 | 20 | 0.8% |
| 2153 | 19 | 0.8% |
| 2145 | 19 | 0.8% |
| 2166 | 16 | 0.6% |
| 3977 | 16 | 0.6% |
| 2567 | 16 | 0.6% |
| 2148 | 15 | 0.6% |
| 2759 | 14 | 0.6% |
| 2261 | 14 | 0.6% |
| Other values (752) | 2355 |
| Value | Count | Frequency (%) |
| 2000 | 6 | |
| 2007 | 2 | 0.1% |
| 2008 | 1 | < 0.1% |
| 2009 | 3 | 0.1% |
| 2010 | 8 | |
| 2011 | 1 | < 0.1% |
| 2015 | 5 | |
| 2016 | 5 | |
| 2017 | 5 | |
| 2018 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 4883 | 1 | < 0.1% |
| 4878 | 3 | |
| 4877 | 1 | < 0.1% |
| 4873 | 1 | < 0.1% |
| 4870 | 7 | |
| 4869 | 5 | |
| 4868 | 3 | |
| 4860 | 1 | < 0.1% |
| 4825 | 5 | |
| 4820 | 4 |
state
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.4 KiB |
| NSW | |
|---|---|
| VIC | |
| QLD | |
| Victoria | 57 |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.112916 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7857 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NSW |
|---|---|
| 2nd row | NSW |
| 3rd row | NSW |
| 4th row | QLD |
| 5th row | VIC |
Common Values
| Value | Count | Frequency (%) |
| NSW | 1346 | |
| VIC | 575 | |
| QLD | 546 | |
| Victoria | 57 | 2.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| nsw | 1346 | |
| vic | 575 | |
| qld | 546 | |
| victoria | 57 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1346 | |
| S | 1346 | |
| W | 1346 | |
| V | 632 | |
| I | 575 | |
| C | 575 | |
| Q | 546 | |
| L | 546 | |
| D | 546 | |
| i | 114 | 1.5% |
| Other values (5) | 285 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7458 | |
| Lowercase Letter | 399 | 5.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1346 | |
| S | 1346 | |
| W | 1346 | |
| V | 632 | |
| I | 575 | |
| C | 575 | |
| Q | 546 | |
| L | 546 | |
| D | 546 |
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 114 | |
| c | 57 | |
| t | 57 | |
| o | 57 | |
| r | 57 | |
| a | 57 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7857 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 1346 | |
| S | 1346 | |
| W | 1346 | |
| V | 632 | |
| I | 575 | |
| C | 575 | |
| Q | 546 | |
| L | 546 | |
| D | 546 | |
| i | 114 | 1.5% |
| Other values (5) | 285 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7857 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 1346 | |
| S | 1346 | |
| W | 1346 | |
| V | 632 | |
| I | 575 | |
| C | 575 | |
| Q | 546 | |
| L | 546 | |
| D | 546 | |
| i | 114 | 1.5% |
| Other values (5) | 285 | 3.6% |
country
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.4 KiB |
| Australia |
|---|
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Characters and Unicode
| Total characters | 22716 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Australia |
|---|---|
| 2nd row | Australia |
| 3rd row | Australia |
| 4th row | Australia |
| 5th row | Australia |
Common Values
| Value | Count | Frequency (%) |
| Australia | 2524 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| australia | 2524 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 5048 | |
| A | 2524 | |
| u | 2524 | |
| s | 2524 | |
| t | 2524 | |
| r | 2524 | |
| l | 2524 | |
| i | 2524 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 20192 | |
| Uppercase Letter | 2524 | 11.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 5048 | |
| u | 2524 | |
| s | 2524 | |
| t | 2524 | |
| r | 2524 | |
| l | 2524 | |
| i | 2524 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 2524 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 22716 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 5048 | |
| A | 2524 | |
| u | 2524 | |
| s | 2524 | |
| t | 2524 | |
| r | 2524 | |
| l | 2524 | |
| i | 2524 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22716 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 5048 | |
| A | 2524 | |
| u | 2524 | |
| s | 2524 | |
| t | 2524 | |
| r | 2524 | |
| l | 2524 | |
| i | 2524 |
property_valuation
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.479794 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8329057 |
|---|---|
| Coefficient of variation (CV) | 0.37874114 |
| Kurtosis | -0.36388935 |
| Mean | 7.479794 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.62675131 |
| Sum | 18879 |
| Variance | 8.0253545 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 422 | |
| 8 | 410 | |
| 10 | 354 | |
| 7 | 296 | |
| 11 | 174 | |
| 6 | 151 | 6.0% |
| 5 | 149 | 5.9% |
| 4 | 146 | 5.8% |
| 12 | 119 | 4.7% |
| 3 | 108 | 4.3% |
| Other values (2) | 195 |
| Value | Count | Frequency (%) |
| 1 | 102 | 4.0% |
| 2 | 93 | 3.7% |
| 3 | 108 | 4.3% |
| 4 | 146 | 5.8% |
| 5 | 149 | 5.9% |
| 6 | 151 | 6.0% |
| 7 | 296 | |
| 8 | 410 | |
| 9 | 422 | |
| 10 | 354 |
| Value | Count | Frequency (%) |
| 12 | 119 | 4.7% |
| 11 | 174 | |
| 10 | 354 | |
| 9 | 422 | |
| 8 | 410 | |
| 7 | 296 | |
| 6 | 151 | 6.0% |
| 5 | 149 | 5.9% |
| 4 | 146 | 5.8% |
| 3 | 108 | 4.3% |
list_price
Real number (ℝ)
| Distinct | 2518 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1108.6353 |
| Minimum | 60.34 |
|---|---|
| Maximum | 2091.47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.4 KiB |
Quantile statistics
| Minimum | 60.34 |
|---|---|
| 5-th percentile | 659.79133 |
| Q1 | 930.76075 |
| median | 1112.735 |
| Q3 | 1285.3882 |
| 95-th percentile | 1564.9388 |
| Maximum | 2091.47 |
| Range | 2031.13 |
| Interquartile range (IQR) | 354.6275 |
Descriptive statistics
| Standard deviation | 282.60337 |
|---|---|
| Coefficient of variation (CV) | 0.25491103 |
| Kurtosis | 0.54084619 |
| Mean | 1108.6353 |
| Median Absolute Deviation (MAD) | 177.451 |
| Skewness | -0.085698705 |
| Sum | 2798195.6 |
| Variance | 79864.667 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2005.66 | 2 | 0.1% |
| 774.53 | 2 | 0.1% |
| 441.49 | 2 | 0.1% |
| 681.23 | 2 | 0.1% |
| 1018.74 | 2 | 0.1% |
| 937.575 | 2 | 0.1% |
| 1275.174 | 1 | < 0.1% |
| 1348.43 | 1 | < 0.1% |
| 1202.338 | 1 | < 0.1% |
| 1234.66 | 1 | < 0.1% |
| Other values (2508) | 2508 |
| Value | Count | Frequency (%) |
| 60.34 | 1 | |
| 71.49 | 1 | |
| 100.35 | 1 | |
| 127.675 | 1 | |
| 139.6033333 | 1 | |
| 153.395 | 1 | |
| 180.89 | 1 | |
| 193.24 | 1 | |
| 202.5933333 | 1 | |
| 202.62 | 1 |
| Value | Count | Frequency (%) |
| 2091.47 | 1 | |
| 2083.94 | 1 | |
| 2023.004 | 1 | |
| 2005.66 | 2 | |
| 1977.36 | 1 | |
| 1952.11 | 1 | |
| 1936.856667 | 1 | |
| 1934.635 | 1 | |
| 1930.87 | 1 | |
| 1893.73 | 1 |
standard_cost
Real number (ℝ)
| Distinct | 2513 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 559.29735 |
| Minimum | 44.985 |
|---|---|
| Maximum | 1759.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.4 KiB |
Quantile statistics
| Minimum | 44.985 |
|---|---|
| 5-th percentile | 272.53917 |
| Q1 | 426.42325 |
| median | 550.25746 |
| Q3 | 675.42994 |
| 95-th percentile | 878.60517 |
| Maximum | 1759.85 |
| Range | 1714.865 |
| Interquartile range (IQR) | 249.00669 |
Descriptive statistics
| Standard deviation | 192.94416 |
|---|---|
| Coefficient of variation (CV) | 0.34497599 |
| Kurtosis | 1.5680607 |
| Mean | 559.29735 |
| Median Absolute Deviation (MAD) | 124.47078 |
| Skewness | 0.61090109 |
| Sum | 1411666.5 |
| Variance | 37227.448 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 827.8933333 | 2 | 0.1% |
| 561.555 | 2 | 0.1% |
| 528.43 | 2 | 0.1% |
| 602.4766667 | 2 | 0.1% |
| 593.82 | 2 | 0.1% |
| 246.6266667 | 2 | 0.1% |
| 1203.4 | 2 | 0.1% |
| 448.9 | 2 | 0.1% |
| 792.64625 | 2 | 0.1% |
| 464.72 | 2 | 0.1% |
| Other values (2503) | 2504 |
| Value | Count | Frequency (%) |
| 44.985 | 1 | |
| 45.26 | 1 | |
| 53.62 | 1 | |
| 55.68 | 1 | |
| 74.51 | 1 | |
| 75.26 | 1 | |
| 84.99 | 2 | |
| 91 | 1 | |
| 95.76 | 1 | |
| 101.1325 | 1 |
| Value | Count | Frequency (%) |
| 1759.85 | 1 | |
| 1610.9 | 1 | |
| 1459.415 | 1 | |
| 1356.5475 | 1 | |
| 1335.423333 | 1 | |
| 1323.145 | 1 | |
| 1288.93 | 1 | |
| 1287.978 | 1 | |
| 1259.36 | 1 | |
| 1234.156667 | 1 |
| customer_id | past_3_years_bike_related_purchases | age | tenure | postcode | property_valuation | list_price | standard_cost | gender | job_industry_category | wealth_segment | deceased_indicator | owns_car | state | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.002 | -0.001 | -0.015 | 0.030 | -0.014 | 0.029 | 0.024 | 0.004 | 0.025 | 0.024 | 0.016 | 0.048 | 0.244 |
| past_3_years_bike_related_purchases | -0.002 | 1.000 | -0.047 | -0.015 | -0.010 | 0.009 | 0.012 | -0.016 | 0.038 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 |
| age | -0.001 | -0.047 | 1.000 | 0.424 | -0.023 | 0.015 | -0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 |
| tenure | -0.015 | -0.015 | 0.424 | 1.000 | -0.003 | -0.024 | 0.001 | -0.036 | 0.035 | 0.018 | 0.000 | 0.000 | 0.014 | 0.000 |
| postcode | 0.030 | -0.010 | -0.023 | -0.003 | 1.000 | -0.578 | 0.026 | 0.011 | 0.033 | 0.000 | 0.000 | 0.029 | 0.000 | 0.793 |
| property_valuation | -0.014 | 0.009 | 0.015 | -0.024 | -0.578 | 1.000 | -0.013 | 0.009 | 0.000 | 0.000 | 0.014 | 0.073 | 0.021 | 0.254 |
| list_price | 0.029 | 0.012 | -0.000 | 0.001 | 0.026 | -0.013 | 1.000 | 0.530 | 0.030 | 0.000 | 0.000 | 0.045 | 0.079 | 0.000 |
| standard_cost | 0.024 | -0.016 | 0.001 | -0.036 | 0.011 | 0.009 | 0.530 | 1.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.012 | 0.000 |
| gender | 0.004 | 0.038 | 0.000 | 0.035 | 0.033 | 0.000 | 0.030 | 0.000 | 1.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 |
| job_industry_category | 0.025 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 1.000 | 0.021 | 0.000 | 0.019 | 0.021 |
| wealth_segment | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.019 | 0.021 | 1.000 | 0.020 | 0.021 | 0.000 |
| deceased_indicator | 0.016 | 0.017 | 0.000 | 0.000 | 0.029 | 0.073 | 0.045 | 0.000 | 0.000 | 0.000 | 0.020 | 1.000 | 0.000 | 0.000 |
| owns_car | 0.048 | 0.000 | 0.000 | 0.014 | 0.000 | 0.021 | 0.079 | 0.012 | 0.000 | 0.019 | 0.021 | 0.000 | 1.000 | 0.000 |
| state | 0.244 | 0.000 | 0.051 | 0.000 | 0.793 | 0.254 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 1.000 |
| customer_id | gender | past_3_years_bike_related_purchases | DOB | age | job_title | job_industry_category | wealth_segment | deceased_indicator | owns_car | tenure | postcode | state | country | property_valuation | list_price | standard_cost | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Female | 93 | 1953-10-12 | 69 | Executive Secretary | Health | Mass Customer | N | Yes | 11.0 | 2016 | NSW | Australia | 10 | 825.859091 | 551.487273 |
| 1 | 2 | Male | 81 | 1980-12-16 | 42 | Administrative Officer | Financial Services | Mass Customer | N | Yes | 16.0 | 2153 | NSW | Australia | 10 | 1383.023333 | 640.936667 |
| 2 | 9 | Female | 97 | 1973-03-10 | 50 | Business Systems Development Analyst | Argiculture | Affluent Customer | N | Yes | 8.0 | 2023 | NSW | Australia | 12 | 892.925000 | 500.740000 |
| 3 | 12 | Male | 58 | 1994-07-21 | 28 | Nuclear Power Engineer | Manufacturing | Mass Customer | N | No | 8.0 | 4557 | QLD | Australia | 4 | 913.458571 | 407.740000 |
| 4 | 13 | Male | 38 | 1955-02-15 | 68 | Developer I | Financial Services | High Net Worth | N | Yes | 8.0 | 3799 | VIC | Australia | 6 | 1104.962857 | 485.337143 |
| 5 | 14 | Female | 85 | 1983-03-25 | 40 | Account Executive | Financial Services | Affluent Customer | N | No | 6.0 | 2760 | NSW | Australia | 8 | 898.392500 | 265.163333 |
| 6 | 15 | Male | 91 | 2000-07-13 | 22 | Junior Executive | Manufacturing | Mass Customer | N | No | 1.0 | 2428 | NSW | Australia | 9 | 820.556667 | 532.491667 |
| 7 | 19 | Female | 76 | 2001-04-15 | 22 | Geological Engineer | Manufacturing | High Net Worth | N | No | 1.0 | 2233 | NSW | Australia | 9 | 1412.730000 | 428.800000 |
| 8 | 20 | Male | 72 | 1980-08-13 | 42 | Project Manager | Manufacturing | Mass Customer | N | No | 11.0 | 2444 | NSW | Australia | 8 | 1654.715000 | 752.645000 |
| 9 | 21 | Male | 74 | 1980-09-20 | 42 | Safety Technician I | Manufacturing | Affluent Customer | N | Yes | 16.0 | 2650 | NSW | Australia | 7 | 1489.242000 | 643.360000 |
| customer_id | gender | past_3_years_bike_related_purchases | DOB | age | job_title | job_industry_category | wealth_segment | deceased_indicator | owns_car | tenure | postcode | state | country | property_valuation | list_price | standard_cost | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2514 | 3488 | Male | 63 | 1975-08-07 | 47 | Speech Pathologist | Manufacturing | Mass Customer | N | Yes | 9.0 | 2136 | NSW | Australia | 10 | 1083.895000 | 675.920000 |
| 2515 | 3489 | Female | 90 | 1969-10-30 | 53 | Help Desk Operator | Argiculture | Mass Customer | N | Yes | 9.0 | 2099 | NSW | Australia | 11 | 1383.358333 | 942.618333 |
| 2516 | 3490 | Male | 45 | 1980-06-21 | 42 | VP Product Management | Financial Services | High Net Worth | N | No | 14.0 | 2126 | NSW | Australia | 10 | 947.940000 | 472.026000 |
| 2517 | 3491 | Female | 69 | 1976-04-03 | 47 | Business Systems Development Analyst | Financial Services | Affluent Customer | N | No | 10.0 | 3195 | VIC | Australia | 10 | 787.917500 | 430.347500 |
| 2518 | 3492 | Male | 83 | 1966-01-27 | 57 | Civil Engineer | Manufacturing | Mass Customer | N | No | 19.0 | 3021 | VIC | Australia | 9 | 1380.476667 | 649.206667 |
| 2519 | 3493 | Male | 30 | 1964-02-29 | 59 | Research Assistant I | Health | High Net Worth | N | No | 18.0 | 2090 | NSW | Australia | 10 | 1675.636667 | 1054.156667 |
| 2520 | 3494 | Male | 72 | 1998-12-24 | 24 | Account Representative IV | Argiculture | High Net Worth | N | No | 1.0 | 2033 | NSW | Australia | 10 | 1280.677500 | 591.900000 |
| 2521 | 3495 | Female | 57 | 1987-07-12 | 35 | Programmer III | Financial Services | High Net Worth | N | No | 8.0 | 2767 | NSW | Australia | 9 | 1232.378571 | 682.714286 |
| 2522 | 3496 | Male | 99 | 1986-04-25 | 37 | Editor | Manufacturing | Mass Customer | N | Yes | 19.0 | 2171 | NSW | Australia | 9 | 1181.345000 | 669.885000 |
| 2523 | 3497 | Female | 73 | 1986-05-03 | 37 | Administrative Assistant IV | Manufacturing | Affluent Customer | N | Yes | 18.0 | 3976 | VIC | Australia | 5 | 1248.023333 | 698.583333 |